~/talk

Developing AI Integration in Domain Specific Tools with Theia AI

Talkat TheiaCon 2024 · 2024-11-13..11-14· [ai-assisted-development]
slides:none on file

Demo shows Theia AI framework embedded in Eclipse Theia wiring LLMs, prompt templates, function calls and context augmentation so IDE features are reusable. A GLSP diagram editor plus chat answers “max parallel tasks” correctly, creates nodes, and updates both diagram and underlying documentation while showing a diff — the demo works end-to-end using an OpenAI model (GPT‑4). Architecture supports agents and variable providers, dynamic RAG-style context selection, and tool calling and RAG with options for front-end, back-end, or on‑prem LLMs.

AI-written summary · about

  1. 0:00AI integration in domain tools
  2. 1:03AI capabilities in custom tools
  3. 4:56Theia AI framework overview
  4. 6:21Agents as tool-LLM mediators
  5. 7:05Prompt engineering for tools
  6. 9:15Creating agents in Theia AI
  7. 10:44Context in agent prompts
  8. 11:48Dynamic context with variables
  9. 13:33Retrieval augmented generation
  10. 14:58Multi-term prompting
  11. 16:23Classification prompts in code
  12. 18:53Actionable LLM responses
  13. 20:20Tool calling workflows
  14. 21:44AI beyond chat agents
  15. 22:45AI integration recommendations
  16. 23:47Q&A
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